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인터랙티브 TV 컨트롤 시스템을 위한 근적외선 영상에서의 얼굴 검출

Face Detection for Interactive TV Control System in Near Infra-Red Images

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초록

In this paper, a face detection method for interactive TV control system using a new feature, edge histogram feature, with a support vector machine(SVM) in the near-infrared(NIR) images is proposed. The edge histogram feature is extracted using 16-directional edge intensity and a histogram. Compared to the previous method using local binary pattern(LBP) feature, the proposed method using edge histogram feature has better performance in both smaller feature size and lower equal error rate(EER) for face detection experiments in NIR databases.

Abstract

In this paper, a face detection method for interactive TV control system using a new feature, edge histogram feature, with a support vector machine(SVM) in the near-infrared(NIR) images is proposed. The edge histogram feature is extracted using 16-directional edge intensity and a histogram. Compared to the previous method using local binary pattern(LBP) feature, the proposed method using edge histogram feature has better performance in both smaller feature size and lower equal error rate(EER) for face detection experiments in NIR databases.

참고문헌 (12)

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  3. Y. J. Fen, "Face detection based on kernel fisher discriminant analysis", Proc. sixth IEEE Int'l Conf., Automatic Face and Gesture Recognition, pp.381~384 (2004)
  4. T. Ojala, "Multiresolution gray-scale and rotation invarianttexture classification with local binary patterns", IEEE Transaction on Pattern Analysis and Machineintelligence, 24, pp.971~987 (2002)
  5. C. Shan, "Facial expression recognition based on local binary pattern:A comprehensive study", Image and Vision Computing, 27, pp.803~816 (2009)
  6. T. Ahonen, "Face recognition with local binary patterns", pp.469~481 (2004), ECCV
  7. G. Zhang, "Boosting local binary pattern based facerecognition", Proc. Advances in Biometric PersonAuthentication, 3338, pp.179~186 (2004)
  8. T. Ahonen, "Face description with local binary patterns: Application to face recognition", IEEE Trans. Pattern Analysis and Machine Intelligence, 28(12), pp.2037~2041 (2006)
  9. T. Ahonen, "Soft histograms for local binary patterns", Proc. Finnish Signal Processing Symposium(FINSIG 2007) (2007)
  10. Y. Li, "Support vector machine based multi-view face detection and recognition", Image and Vision computing, 22, pp.413~127 (2004)
  11. Y. J. Feng, "Face detection based on kernel fisher discriminant analysis", Proc. sixth IEEE Int'l conf., Automatic Face and Gesture Recognition, pp.381~384 (2004)
  12. C. A. Waring, "Face detection using spectral histograms and SVMs", IEEE Trans. Systems, Man and Cybernetics, 99, pp.467~476 (2005)

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